{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "from utils_2d import offline_opt \n",
    "from utils_2d import search_linear\n",
    "from utils_2d import vis\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Implement R-OBD controller for 2-d system in canonical form.\n",
    "\n",
    "The dynamics is\n",
    "$$x_{t+1} = A x_t + B(u_t + w_t),$$\n",
    "where\n",
    "$$A = \\begin{pmatrix}0 & 1\\\\ - 1 & 2\\end{pmatrix}, B = \\begin{pmatrix}0\\\\1\\end{pmatrix}.$$\n",
    "\n",
    "The cost is\n",
    "$$\\sum_{t=0}^TQ\\|x_t\\|^2+\\|u_t\\|^2$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define \n",
    "$$y_t = 2 y_{t-1} - y_{t-2} + u_t,$$\n",
    "where $y_{-1} = y_{-2} = 0$.\n",
    "\n",
    "Define\n",
    "$$z_t = 2 z_{t-1} - z_{t-2} + w_t,$$\n",
    "where $z_{-1} = x_0^{(2)}, z_{-2} = x_0^{(1)}$.\n",
    "\n",
    "Notice that after defining $y_t$ and $z_t$, we can represent $x_{t+1}$ as\n",
    "$$x_{t+1}^{(1)}=x_{t}^{(2)},x_{t+1}^{(2)}=y_t+z_t.$$\n",
    "\n",
    "Then we can transform the online control problem to an online optimization with memory, where hitting cost is $f_t(y) = 2Q (y + z_t)^2$ and the switching cost is $c(y) = (y - 2y_{t-1} + y_{t-2})^2$.\n",
    "\n",
    "After solving $y_t$, we use\n",
    "$$u_t = y_t - 2 y_{t-1} + y_{t-2}$$\n",
    "to determine the control action $u_t$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ROBD_Controller:\n",
    "    def __init__(self, x0, Q, lambda_1, lambda_2, epsilon=0, Optimistic=False, Smooth=True):\n",
    "        '''\n",
    "        ROBD:       Optimistic=False\n",
    "        Op-ROBD:    Optimistic=True\n",
    "        If Smooth=True, the estimation set W_t = w_{t-1} + (-epsilon, epsilon)\n",
    "        If Smooth=False, the estimation set W_t = (-epsilon, epsilon)\n",
    "        '''\n",
    "        self.lambda_1 = lambda_1\n",
    "        self.lambda_2 = lambda_2\n",
    "        self.Optimistic = Optimistic\n",
    "        self.Smooth = Smooth\n",
    "        self.epsilon = epsilon\n",
    "        self.Q = Q\n",
    "        self.x = [x0]\n",
    "        self.u = [0.0]\n",
    "        self.y = [0.0, 0.0] #for convenience, we query y_t by index, self.y=[y_{t-1}, y_{t-2}]\n",
    "        self.noisy_y = [0.0, 0.0] #This is a noisy estimation of accurate y\n",
    "        self.z = [x0[0, 0], x0[1, 0]] #for convenience, we query z_t by index\n",
    "        self.w_seq = [0.0] #noise sequence\n",
    "        self.trace = []\n",
    "    def ROBD(self, z, y):\n",
    "        temp = 2*self.Q*z + self.lambda_1 * (-2*y[0] + y[1]) + self.lambda_2 * z\n",
    "        return - temp / (2*self.Q + self.lambda_1 + self.lambda_2)\n",
    "    \n",
    "    #Tell the current state to the algorithm, ask it to determine the control action\n",
    "    def query(self, state, w_next=0):\n",
    "        if(len(self.x) >= 2): #we do not compute the noise when the game begins\n",
    "            last_w = (state - A @ self.x[-1] - self.u[-1] * B) #compute the noise in the last step\n",
    "            self.w_seq.append(last_w[1, 0]) #record the last noise\n",
    "        self.x.append(state)\n",
    "        \n",
    "        if(len(self.x) >= 3):\n",
    "            #First, calculate the accurate y_{t-1} using the knowledge of accurate w_{t-1}\n",
    "            last_z = 2 * self.z[-1] - self.z[-2] + self.w_seq[-1]\n",
    "            self.z.append(last_z)\n",
    "            last_y = self.ROBD(last_z, [self.y[-1], self.y[-2]]) #Oracle ROBD's action\n",
    "            self.y.append(last_y)    \n",
    "        \n",
    "        #Next, use w_{t-1} as an estimation of w_t and calculate u_t\n",
    "        if not self.Optimistic:\n",
    "            last_z = 2 * self.z[-1] - self.z[-2] + w_next # ROBD\n",
    "            last_y = self.ROBD(last_z, [self.y[-1], self.y[-2]])\n",
    "        else:\n",
    "            # If smooth, | z - (2 * self.z[-1] - self.z[-2] + self.w_seq[-1]) | < epsilon\n",
    "            # If not smooth, | z - (2 * self.z[-1] - self.z[-2]) | < epsilon\n",
    "            if self.Smooth:\n",
    "                last_z = 2 * self.z[-1] - self.z[-2] + self.w_seq[-1]\n",
    "            else:\n",
    "                last_z = 2 * self.z[-1] - self.z[-2]\n",
    "            stationary_y = -2 * self.y[-1] + self.y[-2]\n",
    "            if(stationary_y < last_z - self.epsilon):\n",
    "                last_z -= self.epsilon\n",
    "            elif(stationary_y > last_z + self.epsilon):\n",
    "                last_z += self.epsilon\n",
    "            else:\n",
    "                last_z = stationary_y\n",
    "            last_y = self.ROBD(last_z, [self.y[-1], self.y[-2]])\n",
    "            \n",
    "        last_u = last_y - 2 * self.noisy_y[-1] + self.noisy_y[-2]\n",
    "        self.noisy_y.append(last_y)\n",
    "        self.u.append(last_u)\n",
    "        return last_u\n",
    "    \n",
    "    #Calculate the total cost of ROBD on a sequence of noise w_t\n",
    "    def total_cost(self, noise_seq, x0):\n",
    "        total = 0.0\n",
    "        state = x0\n",
    "        self.trace = []\n",
    "        for t in range(T):\n",
    "            control_action = self.query(state, w_next=noise_seq[0, t]) #query the control action\n",
    "            state = A @ state + (control_action + noise_seq[0, t]) * B #evolve\n",
    "            total += Q * (np.matmul(np.transpose(state), state))[0, 0]\n",
    "            total += control_action**2\n",
    "            self.trace.append(state[0, 0])\n",
    "        return total"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "T = 200\n",
    "x0 = np.array([0.0, 0.0])\n",
    "Q = 8\n",
    "A = np.array([[0.0, 1.0], [-1.0, 2.0]])\n",
    "B = np.array([[0.0], [1.0]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cost(OPT) = 56.25563492901519\n",
      "cost(LC) = 1431.8963525483425\n",
      "K* = [[ 0.96322785 -1.89208861]]\n",
      "cost(LC)/cost(OPT) = 25.453385324957157\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Random w\n",
    "w = 2 * (np.random.uniform(size=[1, T]) - 0.5)\n",
    "        \n",
    "x_opt, u_opt, loss_opt = offline_opt(x0, Q, A, B, T, w)\n",
    "x_lc, u_lc, loss_lc, K_opt = search_linear(Q, A, B, x0, w, T)\n",
    "print('cost(OPT) =', loss_opt)\n",
    "print('cost(LC) =', loss_lc)\n",
    "print('K* =', K_opt)\n",
    "print('cost(LC)/cost(OPT) =', loss_lc/loss_opt)\n",
    "\n",
    "vis([[x_opt, u_opt, w], [x_lc, u_lc, w]], ['OPT', 'LC'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cost(OPT) = 56.25563492901519\n",
      "cost(LC) = 1431.8963525483425\n",
      "K* = [[ 0.96322785 -1.89208861]]\n",
      "cost(LC)/cost(OPT) = 25.453385324957157\n",
      "ROBD: The minimum cost is: 68.12802893795339  achieved at lambda =  0.6834170854271356\n",
      "Op_ROBD: The minimum cost is: 1432.28636528723  achieved at lambda =  0.8542713567839196\n"
     ]
    }
   ],
   "source": [
    "lam = np.linspace(0, 2, 200)\n",
    "ROBD = []\n",
    "Op_ROBD = []\n",
    "for l in lam:\n",
    "    ROBD_instance = ROBD_Controller(x0=x0.reshape([2, 1]), Q=Q, lambda_1=l, lambda_2=0.0)\n",
    "    ROBD_cost = ROBD_instance.total_cost(w, x0=x0.reshape([2, 1]))\n",
    "    \n",
    "    Op_ROBD_instance = ROBD_Controller(x0=x0.reshape([2, 1]), Q=Q, lambda_1=l, lambda_2=0.0, epsilon=1.0, Optimistic=True, Smooth=False)\n",
    "    Op_ROBD_cost = Op_ROBD_instance.total_cost(w, x0=x0.reshape([2, 1]))\n",
    "    \n",
    "    ROBD.append(ROBD_cost)\n",
    "    Op_ROBD.append(Op_ROBD_cost)\n",
    "\n",
    "plt.plot(lam, ROBD/loss_opt)\n",
    "plt.plot(lam, Op_ROBD/loss_opt)\n",
    "plt.hlines(y=loss_lc/loss_opt, xmin=lam[0], xmax=lam[-1], colors='r')\n",
    "plt.hlines(y=loss_opt/loss_opt, xmin=lam[0], xmax=lam[-1], colors='r', linestyles='--')\n",
    "plt.xlabel(r'$\\lambda$', fontsize=18)\n",
    "plt.ylabel('normalized cost', fontsize=18)\n",
    "plt.tick_params(labelsize=18)\n",
    "#plt.locator_params(nbins=5, axis='y')\n",
    "plt.title(r'(c) 2-d system, $w_t\\sim U(-1,1)$', fontsize=20)\n",
    "plt.tight_layout()\n",
    "#plt.savefig('random_2d.pdf')\n",
    "plt.show()\n",
    "\n",
    "print('cost(OPT) =', loss_opt)\n",
    "print('cost(LC) =', loss_lc)\n",
    "print('K* =', K_opt)\n",
    "print('cost(LC)/cost(OPT) =', loss_lc/loss_opt)\n",
    "print(\"ROBD: The minimum cost is:\", np.min(ROBD), \" achieved at lambda = \", lam[np.argmin(ROBD)])\n",
    "print(\"Op_ROBD: The minimum cost is:\", np.min(Op_ROBD), \" achieved at lambda = \", lam[np.argmin(Op_ROBD)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cost(OPT) = 304.2481034299074\n",
      "cost(LC) = 885.2156350462701\n",
      "K* = [[ 0.21132911 -3.56335443]]\n",
      "cost(LC)/cost(OPT) = 2.909518991464168\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Random walk w\n",
    "temp = 0.4 * (np.random.uniform(size=T+1) - 0.5)\n",
    "for t in range(T):\n",
    "    w[0, t] = np.sum(temp[:t+1])\n",
    "        \n",
    "x_opt, u_opt, loss_opt = offline_opt(x0, Q, A, B, T, w)\n",
    "x_lc, u_lc, loss_lc, K_opt = search_linear(Q, A, B, x0, w, T)\n",
    "print('cost(OPT) =', loss_opt)\n",
    "print('cost(LC) =', loss_lc)\n",
    "print('K* =', K_opt)\n",
    "print('cost(LC)/cost(OPT) =', loss_lc/loss_opt)\n",
    "\n",
    "vis([[x_opt, u_opt, w], [x_lc, u_lc, w]], ['OPT', 'LC'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cost(OPT) = 304.2481034299074\n",
      "cost(LC) = 885.2156350462701\n",
      "K* = [[ 0.21132911 -3.56335443]]\n",
      "cost(LC)/cost(OPT) = 2.909518991464168\n",
      "ROBD: The minimum cost is: 304.75697471118536  achieved at lambda =  0.0\n",
      "Op_ROBD: The minimum cost is: 481.6853352102367  achieved at lambda =  0.0\n"
     ]
    }
   ],
   "source": [
    "lam = np.linspace(0, 2, 200)\n",
    "ROBD = []\n",
    "Op_ROBD = []\n",
    "for l in lam:\n",
    "    ROBD_instance = ROBD_Controller(x0=x0.reshape([2, 1]), Q=Q, lambda_1=l, lambda_2=0.0)\n",
    "    ROBD_cost = ROBD_instance.total_cost(w, x0=x0.reshape([2, 1]))\n",
    "    \n",
    "    Op_ROBD_instance = ROBD_Controller(x0=x0.reshape([2, 1]), Q=Q, lambda_1=l, lambda_2=0.0, epsilon=0.2, Optimistic=True, Smooth=True)\n",
    "    Op_ROBD_cost = Op_ROBD_instance.total_cost(w, x0=x0.reshape([2, 1]))\n",
    "    \n",
    "    ROBD.append(ROBD_cost)\n",
    "    Op_ROBD.append(Op_ROBD_cost)\n",
    "\n",
    "plt.plot(lam, ROBD/loss_opt)\n",
    "plt.plot(lam, Op_ROBD/loss_opt)\n",
    "plt.hlines(y=loss_lc/loss_opt, xmin=lam[0], xmax=lam[-1], colors='r')\n",
    "plt.hlines(y=loss_opt/loss_opt, xmin=lam[0], xmax=lam[-1], colors='r', linestyles='--')\n",
    "plt.xlabel(r'$\\lambda$', fontsize=18)\n",
    "plt.ylabel('normalized cost', fontsize=18)\n",
    "plt.tick_params(labelsize=18)\n",
    "#plt.locator_params(nbins=5, axis='y')\n",
    "plt.title(r'(d) 2-d, $w_t\\sim w_{t-1}+U(-0.2,0.2)$', fontsize=20)\n",
    "plt.tight_layout()\n",
    "#plt.savefig('random_walk_2d.pdf')\n",
    "plt.show()\n",
    "\n",
    "print('cost(OPT) =', loss_opt)\n",
    "print('cost(LC) =', loss_lc)\n",
    "print('K* =', K_opt)\n",
    "print('cost(LC)/cost(OPT) =', loss_lc/loss_opt)\n",
    "print(\"ROBD: The minimum cost is:\", np.min(ROBD), \" achieved at lambda = \", lam[np.argmin(ROBD)])\n",
    "print(\"Op_ROBD: The minimum cost is:\", np.min(Op_ROBD), \" achieved at lambda = \", lam[np.argmin(Op_ROBD)])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
